Scholars@Duke

• Research
• 

  Selected Grants

  • Knowledge-based Tutoring for Knowledge-based Radiation Therapy awarded by Varian Medical Systems, Inc. 2020 - 2022
  • Clinical Experience Guided Reinforcement Learning for Pancreas SBRT awarded by Varian Medical Systems, Inc. 2019 - 2022
  • Developing knowledge models to enable rapid learning in radiation therapy awarded by National Institutes of Health 2016 - 2020
• Publications & Artistic Works
• 

  Selected Publications

  • Academic Articles

    • Li, Xinyi, Yaorong Ge, Qiuwen Wu, Chunhao Wang, Yang Sheng, Wentao Wang, Hunter Stephens, Fang-Fang Yin, and Q Jackie Wu. “Input feature design and its impact on the performance of deep learning models for predicting fluence maps in intensity-modulated radiation therapy.” Phys Med Biol 67, no. 21 (October 21, 2022). https://doi.org/10.1088/1361-6560/ac9882.
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    • Li, Xinyi, Q Jackie Wu, Qiuwen Wu, Chunhao Wang, Yang Sheng, Wentao Wang, Hunter Stephens, Fang-Fang Yin, and Yaorong Ge. “Insights of an AI agent via analysis of prediction errors: a case study of fluence map prediction for radiation therapy planning.” Phys Med Biol 66, no. 23 (November 26, 2021). https://doi.org/10.1088/1361-6560/ac3841.
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    • Stephens, Hunter, Q Jackie Wu, and Qiuwen Wu. “Introducing matrix sparsity with kernel truncation into dose calculations for fluence optimization.” Biomed Phys Eng Express 8, no. 1 (November 12, 2021). https://doi.org/10.1088/2057-1976/ac35f8.
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